Reinforcement Learning

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Test-Time Gradient Guidance of Flow Policies in Reinforcement Learning

 🤖AI  Content type: Academic
arxiv.org·

Critic Architecture Matters: Dual vs. Unified Critics for Humanoid Loco-Manipulation

 🤖Robotics  Content type: Academic
arxiv.org·

Self-Paced Curriculum Reinforcement Learning for Autonomous Superbike Racing in Simulation

 🤖Robotics  Content type: Academic
arxiv.org·

Agentic Monte Carlo: Simulating Reinforcement Learning for Black-Box Agents

 🤖AI  Content type: Academic
arxiv.org·

UniIntervene: Agentic Intervention for Efficient Real-World Reinforcement Learning

 🤖AI  Content type: Academic
arxiv.org·

Discovering Interpretable Multi-Parameter Control Policies for Evolutionary Algorithms Using Deep Reinforcement Learning

 🤖Machine Learning  Content type: Academic
arxiv.org·

APPO: Agentic Procedural Policy Optimization

 🤖AI  Content type: Academic
arxiv.org·

Representation Learning Enables Scalable Multitask Deep Reinforcement Learning

 🤖AI  Content type: Academic
arxiv.org·

Bellman-Taylor Score Decoding for Markov Decision Processes with State-Dependent Feasible Action Sets

 🤖Machine Learning  Content type: Academic
arxiv.org·

CCKS: Consensus-based Communication and Knowledge Sharing

 🤖Transformers  Content type: Academic
arxiv.org·

Deep reinforcement learning for process design: Review and perspective

 🤖Machine Learning  Content type: Academic
arxiv.org·

PAWS: Preference Learning with Advantage-Weighted Segments

 🤖Machine Learning  Content type: Academic
arxiv.org·

Drag reduction or reward hacking? Recurrent multi-agent reinforcement learning that earns its reward

 🤖Robotics  Content type: Academic
arxiv.org·

Development of COVID-19 Booster Vaccine Policy by Microsimulation and Q-learning

 🤖Machine Learning  Content type: Academic
arxiv.org·

INFRAMIND: Infrastructure-Aware Multi-Agent Orchestration

 👁️Attention Mechanisms  Content type: Academic
arxiv.org·

SHAPO: Sharpness-Aware Policy Optimization for Safe Exploration

 👁️Attention Mechanisms  Content type: Academic
arxiv.org·

Self-evolving LLM agents with in-distribution Optimization

 ⚙️JIT Compilation  Content type: Academic
arxiv.org·

IAPO: Input Attribution-Aware Policy Optimization for Tool Use in Small Multimodal Agents

 🤖AI  Content type: Academic
arxiv.org·

Geometrically Averaged Hard Target Updates for Linear Q-Learning

 🤖Machine Learning  Content type: Academic
arxiv.org·

RLCSD: Reinforcement Learning with Contrastive On-Policy Self-Distillation

 🤖Machine Learning  Content type: Academic
arxiv.org·

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